Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 83771 |
| Missing cells | 156255 |
| Missing cells (%) | 6.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 13.3 MiB |
| Average record size in memory | 167.0 B |
Variable types
| Categorical | 21 |
|---|---|
| Numeric | 8 |
diag_1 has a high cardinality: 704 distinct values | High cardinality |
diag_2 has a high cardinality: 726 distinct values | High cardinality |
diag_3 has a high cardinality: 764 distinct values | High cardinality |
admission_type_id is highly overall correlated with Admission_Source | High correlation |
insulin is highly overall correlated with change and 1 other fields | High correlation |
change is highly overall correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly overall correlated with insulin and 1 other fields | High correlation |
Admission_Source is highly overall correlated with admission_type_id | High correlation |
race is highly imbalanced (56.3%) | Imbalance |
max_glu_serum is highly imbalanced (52.8%) | Imbalance |
metformin is highly imbalanced (58.9%) | Imbalance |
Meglitinides is highly imbalanced (91.0%) | Imbalance |
Thiazolidinediones is highly imbalanced (69.2%) | Imbalance |
Alpha-Gluc_Inhibitors is highly imbalanced (98.3%) | Imbalance |
Combination Therapies is highly imbalanced (96.4%) | Imbalance |
race has 1994 (2.4%) missing values | Missing |
diag_3 has 1164 (1.4%) missing values | Missing |
max_glu_serum has 83461 (99.6%) missing values | Missing |
A1Cresult has 69314 (82.7%) missing values | Missing |
number_emergency is highly skewed (γ1 = 23.58268378) | Skewed |
num_procedures has 38590 (46.1%) zeros | Zeros |
number_outpatient has 70604 (84.3%) zeros | Zeros |
number_emergency has 74290 (88.7%) zeros | Zeros |
number_inpatient has 55674 (66.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-20 00:20:29.051672 |
|---|---|
| Analysis finished | 2023-10-20 00:20:49.918198 |
| Duration | 20.87 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
race
Categorical
IMBALANCE MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1994 |
| Missing (%) | 2.4% |
| Memory size | 736.5 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| Hispanic | 1486 |
| Other | 1239 |
| Asian | 543 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 10.106375 |
| Min length | 5 |
Characters and Unicode
| Total characters | 826469 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Caucasian |
|---|---|
| 2nd row | AfricanAmerican |
| 3rd row | Caucasian |
| 4th row | Caucasian |
| 5th row | Caucasian |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 61994 | |
| AfricanAmerican | 16515 | 19.7% |
| Hispanic | 1486 | 1.8% |
| Other | 1239 | 1.5% |
| Asian | 543 | 0.6% |
| (Missing) | 1994 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| caucasian | 61994 | |
| africanamerican | 16515 | 20.2% |
| hispanic | 1486 | 1.8% |
| other | 1239 | 1.5% |
| asian | 543 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 221041 | |
| i | 98539 | |
| n | 97053 | |
| c | 96510 | |
| s | 64023 | 7.7% |
| C | 61994 | 7.5% |
| u | 61994 | 7.5% |
| r | 34269 | 4.1% |
| A | 33573 | 4.1% |
| e | 17754 | 2.1% |
| Other values (7) | 39719 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 728177 | |
| Uppercase Letter | 98292 | 11.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 221041 | |
| i | 98539 | |
| n | 97053 | |
| c | 96510 | |
| s | 64023 | 8.8% |
| u | 61994 | 8.5% |
| r | 34269 | 4.7% |
| e | 17754 | 2.4% |
| f | 16515 | 2.3% |
| m | 16515 | 2.3% |
| Other values (3) | 3964 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 61994 | |
| A | 33573 | |
| H | 1486 | 1.5% |
| O | 1239 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 826469 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 221041 | |
| i | 98539 | |
| n | 97053 | |
| c | 96510 | |
| s | 64023 | 7.7% |
| C | 61994 | 7.5% |
| u | 61994 | 7.5% |
| r | 34269 | 4.1% |
| A | 33573 | 4.1% |
| e | 17754 | 2.1% |
| Other values (7) | 39719 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 826469 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 221041 | |
| i | 98539 | |
| n | 97053 | |
| c | 96510 | |
| s | 64023 | 7.7% |
| C | 61994 | 7.5% |
| u | 61994 | 7.5% |
| r | 34269 | 4.1% |
| A | 33573 | 4.1% |
| e | 17754 | 2.1% |
| Other values (7) | 39719 | 4.8% |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 736.4 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0814005 |
| Min length | 4 |
Characters and Unicode
| Total characters | 425674 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 45295 | |
| Male | 38476 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 45295 | |
| male | 38476 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 129066 | |
| a | 83771 | |
| l | 83771 | |
| F | 45295 | 10.6% |
| m | 45295 | 10.6% |
| M | 38476 | 9.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 341903 | |
| Uppercase Letter | 83771 | 19.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 129066 | |
| a | 83771 | |
| l | 83771 | |
| m | 45295 | 13.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 45295 | |
| M | 38476 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 425674 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 129066 | |
| a | 83771 | |
| l | 83771 | |
| F | 45295 | 10.6% |
| m | 45295 | 10.6% |
| M | 38476 | 9.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 425674 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 129066 | |
| a | 83771 | |
| l | 83771 | |
| F | 45295 | 10.6% |
| m | 45295 | 10.6% |
| M | 38476 | 9.0% |
age
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 736.6 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0247699 |
| Min length | 6 |
Characters and Unicode
| Total characters | 588472 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [10-20) |
|---|---|
| 2nd row | [20-30) |
| 3rd row | [30-40) |
| 4th row | [40-50) |
| 5th row | [50-60) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 21024 | |
| [60-70) | 18813 | |
| [50-60) | 14429 | |
| [80-90) | 13985 | |
| [40-50) | 7961 | 9.5% |
| [30-40) | 3155 | 3.8% |
| [90-100) | 2219 | 2.6% |
| [20-30) | 1419 | 1.7% |
| [10-20) | 622 | 0.7% |
| [0-10) | 144 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 70-80 | 21024 | |
| 60-70 | 18813 | |
| 50-60 | 14429 | |
| 80-90 | 13985 | |
| 40-50 | 7961 | 9.5% |
| 30-40 | 3155 | 3.8% |
| 90-100 | 2219 | 2.6% |
| 20-30 | 1419 | 1.7% |
| 10-20 | 622 | 0.7% |
| 0-10 | 144 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 169761 | |
| [ | 83771 | |
| - | 83771 | |
| ) | 83771 | |
| 7 | 39837 | 6.8% |
| 8 | 35009 | 5.9% |
| 6 | 33242 | 5.6% |
| 5 | 22390 | 3.8% |
| 9 | 16204 | 2.8% |
| 4 | 11116 | 1.9% |
| Other values (3) | 9600 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 337159 | |
| Open Punctuation | 83771 | 14.2% |
| Dash Punctuation | 83771 | 14.2% |
| Close Punctuation | 83771 | 14.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 169761 | |
| 7 | 39837 | 11.8% |
| 8 | 35009 | 10.4% |
| 6 | 33242 | 9.9% |
| 5 | 22390 | 6.6% |
| 9 | 16204 | 4.8% |
| 4 | 11116 | 3.3% |
| 3 | 4574 | 1.4% |
| 1 | 2985 | 0.9% |
| 2 | 2041 | 0.6% |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 83771 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 83771 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 83771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 588472 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 169761 | |
| [ | 83771 | |
| - | 83771 | |
| ) | 83771 | |
| 7 | 39837 | 6.8% |
| 8 | 35009 | 5.9% |
| 6 | 33242 | 5.6% |
| 5 | 22390 | 3.8% |
| 9 | 16204 | 2.8% |
| 4 | 11116 | 1.9% |
| Other values (3) | 9600 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 588472 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 169761 | |
| [ | 83771 | |
| - | 83771 | |
| ) | 83771 | |
| 7 | 39837 | 6.8% |
| 8 | 35009 | 5.9% |
| 6 | 33242 | 5.6% |
| 5 | 22390 | 3.8% |
| 9 | 16204 | 2.8% |
| 4 | 11116 | 1.9% |
| Other values (3) | 9600 | 1.6% |
admission_type_id
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 736.6 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | |
| 7 | 18 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 83771 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 49155 | |
| 3 | 17574 | 21.0% |
| 2 | 17024 | 20.3% |
| 7 | 18 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 49155 | |
| 3 | 17574 | 21.0% |
| 2 | 17024 | 20.3% |
| 7 | 18 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 49155 | |
| 3 | 17574 | 21.0% |
| 2 | 17024 | 20.3% |
| 7 | 18 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 83771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 49155 | |
| 3 | 17574 | 21.0% |
| 2 | 17024 | 20.3% |
| 7 | 18 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 83771 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 49155 | |
| 3 | 17574 | 21.0% |
| 2 | 17024 | 20.3% |
| 7 | 18 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 83771 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 49155 | |
| 3 | 17574 | 21.0% |
| 2 | 17024 | 20.3% |
| 7 | 18 | < 0.1% |
time_in_hospital
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3743897 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9587451 |
|---|---|
| Coefficient of variation (CV) | 0.67637894 |
| Kurtosis | 0.92065395 |
| Mean | 4.3743897 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.14973 |
| Sum | 366447 |
| Variance | 8.7541723 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 14714 | |
| 2 | 14453 | |
| 4 | 11581 | |
| 1 | 11452 | |
| 5 | 8261 | |
| 6 | 6182 | |
| 7 | 4850 | 5.8% |
| 8 | 3560 | 4.2% |
| 9 | 2405 | 2.9% |
| 10 | 1895 | 2.3% |
| Other values (4) | 4418 | 5.3% |
| Value | Count | Frequency (%) |
| 1 | 11452 | |
| 2 | 14453 | |
| 3 | 14714 | |
| 4 | 11581 | |
| 5 | 8261 | |
| 6 | 6182 | |
| 7 | 4850 | 5.8% |
| 8 | 3560 | 4.2% |
| 9 | 2405 | 2.9% |
| 10 | 1895 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 851 | 1.0% |
| 13 | 954 | 1.1% |
| 12 | 1142 | 1.4% |
| 11 | 1471 | 1.8% |
| 10 | 1895 | 2.3% |
| 9 | 2405 | 2.9% |
| 8 | 3560 | |
| 7 | 4850 | |
| 6 | 6182 | |
| 5 | 8261 |
num_lab_procedures
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.449535 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 33 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 19.308033 |
|---|---|
| Coefficient of variation (CV) | 0.44437836 |
| Kurtosis | -0.11281947 |
| Mean | 43.449535 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.33162753 |
| Sum | 3639811 |
| Variance | 372.80014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2803 | 3.3% |
| 43 | 2437 | 2.9% |
| 44 | 2126 | 2.5% |
| 45 | 2040 | 2.4% |
| 38 | 1958 | 2.3% |
| 40 | 1945 | 2.3% |
| 46 | 1860 | 2.2% |
| 39 | 1846 | 2.2% |
| 47 | 1819 | 2.2% |
| 37 | 1816 | 2.2% |
| Other values (104) | 63121 |
| Value | Count | Frequency (%) |
| 1 | 2803 | |
| 2 | 1014 | 1.2% |
| 3 | 615 | 0.7% |
| 4 | 347 | 0.4% |
| 5 | 227 | 0.3% |
| 6 | 228 | 0.3% |
| 7 | 266 | 0.3% |
| 8 | 302 | 0.4% |
| 9 | 699 | 0.8% |
| 10 | 684 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 113 | 3 | |
| 111 | 1 | < 0.1% |
| 109 | 2 | |
| 108 | 4 | |
| 106 | 3 | |
| 105 | 2 |
num_procedures
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3377302 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 38590 |
| Zeros (%) | 46.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7098292 |
|---|---|
| Coefficient of variation (CV) | 1.278157 |
| Kurtosis | 0.86386071 |
| Mean | 1.3377302 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3214307 |
| Sum | 112063 |
| Variance | 2.923516 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 38590 | |
| 1 | 16970 | |
| 2 | 10424 | 12.4% |
| 3 | 7695 | 9.2% |
| 6 | 4146 | 4.9% |
| 4 | 3446 | 4.1% |
| 5 | 2500 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 38590 | |
| 1 | 16970 | |
| 2 | 10424 | 12.4% |
| 3 | 7695 | 9.2% |
| 4 | 3446 | 4.1% |
| 5 | 2500 | 3.0% |
| 6 | 4146 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 4146 | 4.9% |
| 5 | 2500 | 3.0% |
| 4 | 3446 | 4.1% |
| 3 | 7695 | 9.2% |
| 2 | 10424 | 12.4% |
| 1 | 16970 | |
| 0 | 38590 |
num_medications
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.975194 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.0993034 |
|---|---|
| Coefficient of variation (CV) | 0.50699248 |
| Kurtosis | 3.6348773 |
| Mean | 15.975194 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.3412093 |
| Sum | 1338258 |
| Variance | 65.598716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 5023 | 6.0% |
| 12 | 4966 | 5.9% |
| 15 | 4807 | 5.7% |
| 14 | 4749 | 5.7% |
| 11 | 4744 | 5.7% |
| 16 | 4466 | 5.3% |
| 10 | 4444 | 5.3% |
| 9 | 4052 | 4.8% |
| 17 | 4042 | 4.8% |
| 18 | 3716 | 4.4% |
| Other values (65) | 38762 |
| Value | Count | Frequency (%) |
| 1 | 224 | 0.3% |
| 2 | 403 | 0.5% |
| 3 | 733 | 0.9% |
| 4 | 1186 | 1.4% |
| 5 | 1647 | 2.0% |
| 6 | 2246 | |
| 7 | 2906 | |
| 8 | 3553 | |
| 9 | 4052 | |
| 10 | 4444 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 3 | |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 6 | |
| 67 | 7 | |
| 66 | 5 |
number_outpatient
Real number (ℝ)
ZEROS
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35389335 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 70604 |
| Zeros (%) | 84.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2494166 |
|---|---|
| Coefficient of variation (CV) | 3.5304891 |
| Kurtosis | 148.75757 |
| Mean | 0.35389335 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.8942539 |
| Sum | 29646 |
| Variance | 1.5610419 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 0 | 70604 | |
| 1 | 6791 | 8.1% |
| 2 | 2782 | 3.3% |
| 3 | 1580 | 1.9% |
| 4 | 854 | 1.0% |
| 5 | 396 | 0.5% |
| 6 | 237 | 0.3% |
| 7 | 135 | 0.2% |
| 8 | 85 | 0.1% |
| 9 | 66 | 0.1% |
| Other values (28) | 241 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 70604 | |
| 1 | 6791 | 8.1% |
| 2 | 2782 | 3.3% |
| 3 | 1580 | 1.9% |
| 4 | 854 | 1.0% |
| 5 | 396 | 0.5% |
| 6 | 237 | 0.3% |
| 7 | 135 | 0.2% |
| 8 | 85 | 0.1% |
| 9 | 66 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 33 | 2 | |
| 29 | 1 | |
| 28 | 1 |
number_emergency
Real number (ℝ)
SKEWED ZEROS
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20259995 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 74290 |
| Zeros (%) | 88.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.96853613 |
|---|---|
| Coefficient of variation (CV) | 4.780535 |
| Kurtosis | 1216 |
| Mean | 0.20259995 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.582684 |
| Sum | 16972 |
| Variance | 0.93806224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 74290 | |
| 1 | 6410 | 7.7% |
| 2 | 1656 | 2.0% |
| 3 | 600 | 0.7% |
| 4 | 323 | 0.4% |
| 5 | 162 | 0.2% |
| 6 | 80 | 0.1% |
| 7 | 64 | 0.1% |
| 8 | 42 | 0.1% |
| 10 | 33 | < 0.1% |
| Other values (23) | 111 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 74290 | |
| 1 | 6410 | 7.7% |
| 2 | 1656 | 2.0% |
| 3 | 600 | 0.7% |
| 4 | 323 | 0.4% |
| 5 | 162 | 0.2% |
| 6 | 80 | 0.1% |
| 7 | 64 | 0.1% |
| 8 | 42 | 0.1% |
| 9 | 30 | < 0.1% |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 54 | 1 | |
| 46 | 1 | |
| 42 | 1 | |
| 37 | 1 | |
| 29 | 1 | |
| 28 | 1 | |
| 25 | 1 |
number_inpatient
Real number (ℝ)
ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63751179 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 55674 |
| Zeros (%) | 66.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2692575 |
|---|---|
| Coefficient of variation (CV) | 1.9909553 |
| Kurtosis | 19.849244 |
| Mean | 0.63751179 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.5789077 |
| Sum | 53405 |
| Variance | 1.6110145 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 55674 | |
| 1 | 16105 | 19.2% |
| 2 | 6167 | 7.4% |
| 3 | 2774 | 3.3% |
| 4 | 1341 | 1.6% |
| 5 | 683 | 0.8% |
| 6 | 404 | 0.5% |
| 7 | 233 | 0.3% |
| 8 | 128 | 0.2% |
| 9 | 98 | 0.1% |
| Other values (10) | 164 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 55674 | |
| 1 | 16105 | 19.2% |
| 2 | 6167 | 7.4% |
| 3 | 2774 | 3.3% |
| 4 | 1341 | 1.6% |
| 5 | 683 | 0.8% |
| 6 | 404 | 0.5% |
| 7 | 233 | 0.3% |
| 8 | 128 | 0.2% |
| 9 | 98 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 7 | < 0.1% |
| 14 | 8 | < 0.1% |
| 13 | 17 | < 0.1% |
| 12 | 30 | |
| 11 | 46 | |
| 10 | 51 |
diag_1
Categorical
HIGH CARDINALITY
| Distinct | 704 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 839.8 KiB |
| 428 | 5619 |
|---|---|
| 414 | 5537 |
| 786 | 3219 |
| 410 | 2839 |
| 486 | 2812 |
| Other values (699) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1796087 |
| Min length | 1 |
Characters and Unicode
| Total characters | 266359 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 88 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 276 |
|---|---|
| 2nd row | 648 |
| 3rd row | 8 |
| 4th row | 197 |
| 5th row | 414 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 5619 | 6.7% |
| 414 | 5537 | 6.6% |
| 786 | 3219 | 3.8% |
| 410 | 2839 | 3.4% |
| 486 | 2812 | 3.4% |
| 427 | 2280 | 2.7% |
| 491 | 1921 | 2.3% |
| 715 | 1699 | 2.0% |
| 682 | 1687 | 2.0% |
| 780 | 1679 | 2.0% |
| Other values (694) | 54479 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 428 | 5619 | 6.7% |
| 414 | 5537 | 6.6% |
| 786 | 3219 | 3.8% |
| 410 | 2839 | 3.4% |
| 486 | 2812 | 3.4% |
| 427 | 2280 | 2.7% |
| 491 | 1921 | 2.3% |
| 715 | 1699 | 2.0% |
| 682 | 1687 | 2.0% |
| 780 | 1679 | 2.0% |
| Other values (694) | 54479 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 45935 | |
| 2 | 33049 | |
| 8 | 31035 | |
| 5 | 30602 | |
| 7 | 23226 | |
| 1 | 22785 | |
| 0 | 20742 | |
| 6 | 19171 | |
| 9 | 16875 | 6.3% |
| 3 | 14478 | 5.4% |
| Other values (3) | 8461 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 257898 | |
| Other Punctuation | 7156 | 2.7% |
| Uppercase Letter | 1305 | 0.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 45935 | |
| 2 | 33049 | |
| 8 | 31035 | |
| 5 | 30602 | |
| 7 | 23226 | |
| 1 | 22785 | |
| 0 | 20742 | |
| 6 | 19171 | |
| 9 | 16875 | 6.5% |
| 3 | 14478 | 5.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 1304 | |
| E | 1 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 7156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 265054 | |
| Latin | 1305 | 0.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 45935 | |
| 2 | 33049 | |
| 8 | 31035 | |
| 5 | 30602 | |
| 7 | 23226 | |
| 1 | 22785 | |
| 0 | 20742 | |
| 6 | 19171 | |
| 9 | 16875 | 6.4% |
| 3 | 14478 | 5.5% |
Latin
| Value | Count | Frequency (%) |
| V | 1304 | |
| E | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 266359 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 45935 | |
| 2 | 33049 | |
| 8 | 31035 | |
| 5 | 30602 | |
| 7 | 23226 | |
| 1 | 22785 | |
| 0 | 20742 | |
| 6 | 19171 | |
| 9 | 16875 | 6.3% |
| 3 | 14478 | 5.4% |
| Other values (3) | 8461 | 3.2% |
diag_2
Categorical
HIGH CARDINALITY
| Distinct | 726 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 322 |
| Missing (%) | 0.4% |
| Memory size | 840.1 KiB |
| 276 | 5631 |
|---|---|
| 428 | 5371 |
| 250 | 4948 |
| 427 | 4092 |
| 401 | 3124 |
| Other values (721) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1699002 |
| Min length | 1 |
Characters and Unicode
| Total characters | 264525 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 120 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 250.01 |
|---|---|
| 2nd row | 250 |
| 3rd row | 250.43 |
| 4th row | 157 |
| 5th row | 411 |
Common Values
| Value | Count | Frequency (%) |
| 276 | 5631 | 6.7% |
| 428 | 5371 | 6.4% |
| 250 | 4948 | 5.9% |
| 427 | 4092 | 4.9% |
| 401 | 3124 | 3.7% |
| 599 | 2726 | 3.3% |
| 496 | 2691 | 3.2% |
| 403 | 2380 | 2.8% |
| 414 | 2169 | 2.6% |
| 411 | 2122 | 2.5% |
| Other values (716) | 48195 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 276 | 5631 | 6.7% |
| 428 | 5371 | 6.4% |
| 250 | 4948 | 5.9% |
| 427 | 4092 | 4.9% |
| 401 | 3124 | 3.7% |
| 599 | 2726 | 3.3% |
| 496 | 2691 | 3.2% |
| 403 | 2380 | 2.9% |
| 414 | 2169 | 2.6% |
| 411 | 2122 | 2.5% |
| Other values (716) | 48195 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 42078 | |
| 2 | 40946 | |
| 5 | 31284 | |
| 0 | 27951 | |
| 7 | 23669 | |
| 8 | 23636 | |
| 1 | 21130 | |
| 9 | 17991 | |
| 6 | 16625 | 6.3% |
| 3 | 11641 | 4.4% |
| Other values (3) | 7574 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 256951 | |
| Other Punctuation | 5405 | 2.0% |
| Uppercase Letter | 2169 | 0.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 42078 | |
| 2 | 40946 | |
| 5 | 31284 | |
| 0 | 27951 | |
| 7 | 23669 | |
| 8 | 23636 | |
| 1 | 21130 | |
| 9 | 17991 | |
| 6 | 16625 | 6.5% |
| 3 | 11641 | 4.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 1571 | |
| E | 598 | 27.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5405 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 262356 | |
| Latin | 2169 | 0.8% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 42078 | |
| 2 | 40946 | |
| 5 | 31284 | |
| 0 | 27951 | |
| 7 | 23669 | |
| 8 | 23636 | |
| 1 | 21130 | |
| 9 | 17991 | |
| 6 | 16625 | 6.3% |
| 3 | 11641 | 4.4% |
Latin
| Value | Count | Frequency (%) |
| V | 1571 | |
| E | 598 | 27.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 264525 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 42078 | |
| 2 | 40946 | |
| 5 | 31284 | |
| 0 | 27951 | |
| 7 | 23669 | |
| 8 | 23636 | |
| 1 | 21130 | |
| 9 | 17991 | |
| 6 | 16625 | 6.3% |
| 3 | 11641 | 4.4% |
| Other values (3) | 7574 | 2.9% |
diag_3
Categorical
HIGH CARDINALITY MISSING
| Distinct | 764 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1164 |
| Missing (%) | 1.4% |
| Memory size | 856.5 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 4278 |
| 428 | 3762 |
| 427 | 3179 |
| Other values (759) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1385113 |
| Min length | 1 |
Characters and Unicode
| Total characters | 259263 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 127 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 255 |
|---|---|
| 2nd row | V27 |
| 3rd row | 403 |
| 4th row | 250 |
| 5th row | 250 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 9494 | 11.3% |
| 401 | 6919 | 8.3% |
| 276 | 4278 | 5.1% |
| 428 | 3762 | 4.5% |
| 427 | 3179 | 3.8% |
| 414 | 3041 | 3.6% |
| 496 | 2089 | 2.5% |
| 403 | 1985 | 2.4% |
| 585 | 1738 | 2.1% |
| 272 | 1633 | 1.9% |
| Other values (754) | 44489 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 250 | 9494 | 11.5% |
| 401 | 6919 | 8.4% |
| 276 | 4278 | 5.2% |
| 428 | 3762 | 4.6% |
| 427 | 3179 | 3.8% |
| 414 | 3041 | 3.7% |
| 496 | 2089 | 2.5% |
| 403 | 1985 | 2.4% |
| 585 | 1738 | 2.1% |
| 272 | 1633 | 2.0% |
| Other values (754) | 44489 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 42179 | |
| 4 | 40447 | |
| 5 | 34035 | |
| 0 | 32656 | |
| 7 | 21779 | |
| 1 | 20225 | |
| 8 | 19683 | |
| 9 | 14157 | 5.5% |
| 6 | 13577 | 5.2% |
| 3 | 11713 | 4.5% |
| Other values (3) | 8812 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 250451 | |
| Other Punctuation | 4528 | 1.7% |
| Uppercase Letter | 4284 | 1.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 42179 | |
| 4 | 40447 | |
| 5 | 34035 | |
| 0 | 32656 | |
| 7 | 21779 | |
| 1 | 20225 | |
| 8 | 19683 | |
| 9 | 14157 | 5.7% |
| 6 | 13577 | 5.4% |
| 3 | 11713 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 3286 | |
| E | 998 | 23.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4528 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 254979 | |
| Latin | 4284 | 1.7% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 42179 | |
| 4 | 40447 | |
| 5 | 34035 | |
| 0 | 32656 | |
| 7 | 21779 | |
| 1 | 20225 | |
| 8 | 19683 | |
| 9 | 14157 | 5.6% |
| 6 | 13577 | 5.3% |
| 3 | 11713 | 4.6% |
Latin
| Value | Count | Frequency (%) |
| V | 3286 | |
| E | 998 | 23.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 259263 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 42179 | |
| 4 | 40447 | |
| 5 | 34035 | |
| 0 | 32656 | |
| 7 | 21779 | |
| 1 | 20225 | |
| 8 | 19683 | |
| 9 | 14157 | 5.5% |
| 6 | 13577 | 5.2% |
| 3 | 11713 | 4.5% |
| Other values (3) | 8812 | 3.4% |
number_diagnoses
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4821 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 9 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9273789 |
|---|---|
| Coefficient of variation (CV) | 0.25759865 |
| Kurtosis | 0.033930908 |
| Mean | 7.4821 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.92335789 |
| Sum | 626783 |
| Variance | 3.7147894 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 9 | 42379 | |
| 5 | 9355 | 11.2% |
| 8 | 8463 | 10.1% |
| 7 | 8308 | 9.9% |
| 6 | 7500 | 9.0% |
| 4 | 4457 | 5.3% |
| 3 | 2206 | 2.6% |
| 2 | 806 | 1.0% |
| 1 | 188 | 0.2% |
| 16 | 42 | 0.1% |
| Other values (6) | 67 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 188 | 0.2% |
| 2 | 806 | 1.0% |
| 3 | 2206 | 2.6% |
| 4 | 4457 | 5.3% |
| 5 | 9355 | 11.2% |
| 6 | 7500 | 9.0% |
| 7 | 8308 | 9.9% |
| 8 | 8463 | 10.1% |
| 9 | 42379 | |
| 10 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 42 | 0.1% |
| 15 | 10 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 8 | < 0.1% |
| 11 | 11 | < 0.1% |
| 10 | 16 | < 0.1% |
| 9 | 42379 | |
| 8 | 8463 | 10.1% |
| 7 | 8308 | 9.9% |
max_glu_serum
Categorical
IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 83461 |
| Missing (%) | 99.6% |
| Memory size | 736.4 KiB |
| >300 | |
|---|---|
| Norm | |
| >200 | 7 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1240 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >300 |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | >300 |
| 5th row | >300 |
Common Values
| Value | Count | Frequency (%) |
| >300 | 258 | 0.3% |
| Norm | 45 | 0.1% |
| >200 | 7 | < 0.1% |
| (Missing) | 83461 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 300 | 258 | |
| norm | 45 | 14.5% |
| 200 | 7 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 530 | |
| > | 265 | |
| 3 | 258 | |
| N | 45 | 3.6% |
| o | 45 | 3.6% |
| r | 45 | 3.6% |
| m | 45 | 3.6% |
| 2 | 7 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 795 | |
| Math Symbol | 265 | 21.4% |
| Lowercase Letter | 135 | 10.9% |
| Uppercase Letter | 45 | 3.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 530 | |
| 3 | 258 | |
| 2 | 7 | 0.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 45 | |
| r | 45 | |
| m | 45 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 265 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 45 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1060 | |
| Latin | 180 | 14.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 530 | |
| > | 265 | |
| 3 | 258 | |
| 2 | 7 | 0.7% |
Latin
| Value | Count | Frequency (%) |
| N | 45 | |
| o | 45 | |
| r | 45 | |
| m | 45 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 530 | |
| > | 265 | |
| 3 | 258 | |
| N | 45 | 3.6% |
| o | 45 | 3.6% |
| r | 45 | 3.6% |
| m | 45 | 3.6% |
| 2 | 7 | 0.6% |
A1Cresult
Categorical
MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69314 |
| Missing (%) | 82.7% |
| Memory size | 736.4 KiB |
| >8 | |
|---|---|
| Norm | |
| >7 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.6117452 |
| Min length | 2 |
Characters and Unicode
| Total characters | 37758 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >7 |
|---|---|
| 2nd row | >7 |
| 3rd row | >8 |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| >8 | 6795 | 8.1% |
| Norm | 4422 | 5.3% |
| >7 | 3240 | 3.9% |
| (Missing) | 69314 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 6795 | |
| norm | 4422 | |
| 7 | 3240 |
Most occurring characters
| Value | Count | Frequency (%) |
| > | 10035 | |
| 8 | 6795 | |
| N | 4422 | |
| o | 4422 | |
| r | 4422 | |
| m | 4422 | |
| 7 | 3240 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13266 | |
| Math Symbol | 10035 | |
| Decimal Number | 10035 | |
| Uppercase Letter | 4422 | 11.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 4422 | |
| r | 4422 | |
| m | 4422 |
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 6795 | |
| 7 | 3240 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 10035 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4422 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20070 | |
| Latin | 17688 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 4422 | |
| o | 4422 | |
| r | 4422 | |
| m | 4422 |
Common
| Value | Count | Frequency (%) |
| > | 10035 | |
| 8 | 6795 | |
| 7 | 3240 | 16.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 37758 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| > | 10035 | |
| 8 | 6795 | |
| N | 4422 | |
| o | 4422 | |
| r | 4422 | |
| m | 4422 | |
| 7 | 3240 | 8.6% |
metformin
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| No | |
|---|---|
| Steady | |
| Up | 882 |
| Down | 479 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.7538408 |
| Min length | 2 |
Characters and Unicode
| Total characters | 230692 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 66862 | |
| Steady | 15548 | 18.6% |
| Up | 882 | 1.1% |
| Down | 479 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 66862 | |
| steady | 15548 | 18.6% |
| up | 882 | 1.1% |
| down | 479 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 67341 | |
| N | 66862 | |
| S | 15548 | 6.7% |
| t | 15548 | 6.7% |
| e | 15548 | 6.7% |
| a | 15548 | 6.7% |
| d | 15548 | 6.7% |
| y | 15548 | 6.7% |
| U | 882 | 0.4% |
| p | 882 | 0.4% |
| Other values (3) | 1437 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 146921 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 67341 | |
| t | 15548 | 10.6% |
| e | 15548 | 10.6% |
| a | 15548 | 10.6% |
| d | 15548 | 10.6% |
| y | 15548 | 10.6% |
| p | 882 | 0.6% |
| w | 479 | 0.3% |
| n | 479 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 66862 | |
| S | 15548 | 18.6% |
| U | 882 | 1.1% |
| D | 479 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 230692 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 67341 | |
| N | 66862 | |
| S | 15548 | 6.7% |
| t | 15548 | 6.7% |
| e | 15548 | 6.7% |
| a | 15548 | 6.7% |
| d | 15548 | 6.7% |
| y | 15548 | 6.7% |
| U | 882 | 0.4% |
| p | 882 | 0.4% |
| Other values (3) | 1437 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 230692 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 67341 | |
| N | 66862 | |
| S | 15548 | 6.7% |
| t | 15548 | 6.7% |
| e | 15548 | 6.7% |
| a | 15548 | 6.7% |
| d | 15548 | 6.7% |
| y | 15548 | 6.7% |
| U | 882 | 0.4% |
| p | 882 | 0.4% |
| Other values (3) | 1437 | 0.6% |
insulin
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| No | |
|---|---|
| Steady | |
| Down | |
| Up |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.4983228 |
| Min length | 2 |
Characters and Unicode
| Total characters | 293058 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Up |
|---|---|
| 2nd row | No |
| 3rd row | Up |
| 4th row | Steady |
| 5th row | Steady |
Common Values
| Value | Count | Frequency (%) |
| No | 37861 | |
| Steady | 26175 | |
| Down | 10408 | 12.4% |
| Up | 9327 | 11.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 37861 | |
| steady | 26175 | |
| down | 10408 | 12.4% |
| up | 9327 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 48269 | |
| N | 37861 | |
| S | 26175 | |
| t | 26175 | |
| e | 26175 | |
| a | 26175 | |
| d | 26175 | |
| y | 26175 | |
| D | 10408 | 3.6% |
| w | 10408 | 3.6% |
| Other values (3) | 29062 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 209287 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 48269 | |
| t | 26175 | |
| e | 26175 | |
| a | 26175 | |
| d | 26175 | |
| y | 26175 | |
| w | 10408 | 5.0% |
| n | 10408 | 5.0% |
| p | 9327 | 4.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 37861 | |
| S | 26175 | |
| D | 10408 | 12.4% |
| U | 9327 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 293058 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 48269 | |
| N | 37861 | |
| S | 26175 | |
| t | 26175 | |
| e | 26175 | |
| a | 26175 | |
| d | 26175 | |
| y | 26175 | |
| D | 10408 | 3.6% |
| w | 10408 | 3.6% |
| Other values (3) | 29062 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 293058 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 48269 | |
| N | 37861 | |
| S | 26175 | |
| t | 26175 | |
| e | 26175 | |
| a | 26175 | |
| d | 26175 | |
| y | 26175 | |
| D | 10408 | 3.6% |
| w | 10408 | 3.6% |
| Other values (3) | 29062 |
change
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 736.4 KiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 167542 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ch |
|---|---|
| 2nd row | No |
| 3rd row | Ch |
| 4th row | Ch |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 44209 | |
| Ch | 39562 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 44209 | |
| ch | 39562 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 44209 | |
| o | 44209 | |
| C | 39562 | |
| h | 39562 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 83771 | |
| Lowercase Letter | 83771 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 44209 | |
| C | 39562 |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 44209 | |
| h | 39562 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 167542 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 44209 | |
| o | 44209 | |
| C | 39562 | |
| h | 39562 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 167542 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 44209 | |
| o | 44209 | |
| C | 39562 | |
| h | 39562 |
diabetesMed
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 736.4 KiB |
| Yes | |
|---|---|
| No |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.7792434 |
| Min length | 2 |
Characters and Unicode
| Total characters | 232820 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yes |
|---|---|
| 2nd row | Yes |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| Yes | 65278 | |
| No | 18493 | 22.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 65278 | |
| no | 18493 | 22.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 65278 | |
| e | 65278 | |
| s | 65278 | |
| N | 18493 | 7.9% |
| o | 18493 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 149049 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 65278 | |
| s | 65278 | |
| o | 18493 | 12.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 65278 | |
| N | 18493 | 22.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 232820 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Y | 65278 | |
| e | 65278 | |
| s | 65278 | |
| N | 18493 | 7.9% |
| o | 18493 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 232820 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Y | 65278 | |
| e | 65278 | |
| s | 65278 | |
| N | 18493 | 7.9% |
| o | 18493 | 7.9% |
readmitted
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| NO | |
|---|---|
| <30 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.1137745 |
| Min length | 2 |
Characters and Unicode
| Total characters | 177073 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NO |
|---|---|
| 2nd row | NO |
| 3rd row | NO |
| 4th row | NO |
| 5th row | NO |
Common Values
| Value | Count | Frequency (%) |
| NO | 74240 | |
| <30 | 9531 | 11.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 74240 | |
| 30 | 9531 | 11.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 74240 | |
| O | 74240 | |
| < | 9531 | 5.4% |
| 3 | 9531 | 5.4% |
| 0 | 9531 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 148480 | |
| Decimal Number | 19062 | 10.8% |
| Math Symbol | 9531 | 5.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 74240 | |
| O | 74240 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 9531 | |
| 0 | 9531 |
Math Symbol
| Value | Count | Frequency (%) |
| < | 9531 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 148480 | |
| Common | 28593 | 16.1% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| < | 9531 | |
| 3 | 9531 | |
| 0 | 9531 |
Latin
| Value | Count | Frequency (%) |
| N | 74240 | |
| O | 74240 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 177073 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 74240 | |
| O | 74240 | |
| < | 9531 | 5.4% |
| 3 | 9531 | 5.4% |
| 0 | 9531 | 5.4% |
Meglitinides
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| No | |
|---|---|
| Steady | 1905 |
| Up | 124 |
| Down | 50 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.092156 |
| Min length | 2 |
Characters and Unicode
| Total characters | 175262 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 81692 | |
| Steady | 1905 | 2.3% |
| Up | 124 | 0.1% |
| Down | 50 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 81692 | |
| steady | 1905 | 2.3% |
| up | 124 | 0.1% |
| down | 50 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 81742 | |
| N | 81692 | |
| S | 1905 | 1.1% |
| t | 1905 | 1.1% |
| e | 1905 | 1.1% |
| a | 1905 | 1.1% |
| d | 1905 | 1.1% |
| y | 1905 | 1.1% |
| U | 124 | 0.1% |
| p | 124 | 0.1% |
| Other values (3) | 150 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 91491 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 81742 | |
| t | 1905 | 2.1% |
| e | 1905 | 2.1% |
| a | 1905 | 2.1% |
| d | 1905 | 2.1% |
| y | 1905 | 2.1% |
| p | 124 | 0.1% |
| w | 50 | 0.1% |
| n | 50 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 81692 | |
| S | 1905 | 2.3% |
| U | 124 | 0.1% |
| D | 50 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 175262 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 81742 | |
| N | 81692 | |
| S | 1905 | 1.1% |
| t | 1905 | 1.1% |
| e | 1905 | 1.1% |
| a | 1905 | 1.1% |
| d | 1905 | 1.1% |
| y | 1905 | 1.1% |
| U | 124 | 0.1% |
| p | 124 | 0.1% |
| Other values (3) | 150 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 175262 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 81742 | |
| N | 81692 | |
| S | 1905 | 1.1% |
| t | 1905 | 1.1% |
| e | 1905 | 1.1% |
| a | 1905 | 1.1% |
| d | 1905 | 1.1% |
| y | 1905 | 1.1% |
| U | 124 | 0.1% |
| p | 124 | 0.1% |
| Other values (3) | 150 | 0.1% |
Thiazolidinediones
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| No | |
|---|---|
| Steady | |
| Up | 330 |
| Down | 154 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.5298254 |
| Min length | 2 |
Characters and Unicode
| Total characters | 211926 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 72268 | |
| Steady | 11019 | 13.2% |
| Up | 330 | 0.4% |
| Down | 154 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 72268 | |
| steady | 11019 | 13.2% |
| up | 330 | 0.4% |
| down | 154 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 72422 | |
| N | 72268 | |
| S | 11019 | 5.2% |
| t | 11019 | 5.2% |
| e | 11019 | 5.2% |
| a | 11019 | 5.2% |
| d | 11019 | 5.2% |
| y | 11019 | 5.2% |
| U | 330 | 0.2% |
| p | 330 | 0.2% |
| Other values (3) | 462 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 128155 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 72422 | |
| t | 11019 | 8.6% |
| e | 11019 | 8.6% |
| a | 11019 | 8.6% |
| d | 11019 | 8.6% |
| y | 11019 | 8.6% |
| p | 330 | 0.3% |
| w | 154 | 0.1% |
| n | 154 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 72268 | |
| S | 11019 | 13.2% |
| U | 330 | 0.4% |
| D | 154 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 211926 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 72422 | |
| N | 72268 | |
| S | 11019 | 5.2% |
| t | 11019 | 5.2% |
| e | 11019 | 5.2% |
| a | 11019 | 5.2% |
| d | 11019 | 5.2% |
| y | 11019 | 5.2% |
| U | 330 | 0.2% |
| p | 330 | 0.2% |
| Other values (3) | 462 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 211926 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 72422 | |
| N | 72268 | |
| S | 11019 | 5.2% |
| t | 11019 | 5.2% |
| e | 11019 | 5.2% |
| a | 11019 | 5.2% |
| d | 11019 | 5.2% |
| y | 11019 | 5.2% |
| U | 330 | 0.2% |
| p | 330 | 0.2% |
| Other values (3) | 462 | 0.2% |
Sulfonylureas
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| No | |
|---|---|
| Steady | |
| Up | 1529 |
| Down | 1057 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.0210455 |
| Min length | 2 |
Characters and Unicode
| Total characters | 253076 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Steady |
| 3rd row | No |
| 4th row | Steady |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 60330 | |
| Steady | 20855 | 24.9% |
| Up | 1529 | 1.8% |
| Down | 1057 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 60330 | |
| steady | 20855 | 24.9% |
| up | 1529 | 1.8% |
| down | 1057 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 61387 | |
| N | 60330 | |
| S | 20855 | 8.2% |
| t | 20855 | 8.2% |
| e | 20855 | 8.2% |
| a | 20855 | 8.2% |
| d | 20855 | 8.2% |
| y | 20855 | 8.2% |
| U | 1529 | 0.6% |
| p | 1529 | 0.6% |
| Other values (3) | 3171 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 169305 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 61387 | |
| t | 20855 | 12.3% |
| e | 20855 | 12.3% |
| a | 20855 | 12.3% |
| d | 20855 | 12.3% |
| y | 20855 | 12.3% |
| p | 1529 | 0.9% |
| w | 1057 | 0.6% |
| n | 1057 | 0.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 60330 | |
| S | 20855 | 24.9% |
| U | 1529 | 1.8% |
| D | 1057 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 253076 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 61387 | |
| N | 60330 | |
| S | 20855 | 8.2% |
| t | 20855 | 8.2% |
| e | 20855 | 8.2% |
| a | 20855 | 8.2% |
| d | 20855 | 8.2% |
| y | 20855 | 8.2% |
| U | 1529 | 0.6% |
| p | 1529 | 0.6% |
| Other values (3) | 3171 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 253076 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 61387 | |
| N | 60330 | |
| S | 20855 | 8.2% |
| t | 20855 | 8.2% |
| e | 20855 | 8.2% |
| a | 20855 | 8.2% |
| d | 20855 | 8.2% |
| y | 20855 | 8.2% |
| U | 1529 | 0.6% |
| p | 1529 | 0.6% |
| Other values (3) | 3171 | 1.3% |
Alpha-Gluc_Inhibitors
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| No | |
|---|---|
| Steady | 269 |
| Up | 9 |
| Down | 8 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0130355 |
| Min length | 2 |
Characters and Unicode
| Total characters | 168634 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 83485 | |
| Steady | 269 | 0.3% |
| Up | 9 | < 0.1% |
| Down | 8 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 83485 | |
| steady | 269 | 0.3% |
| up | 9 | < 0.1% |
| down | 8 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 83493 | |
| N | 83485 | |
| S | 269 | 0.2% |
| t | 269 | 0.2% |
| e | 269 | 0.2% |
| a | 269 | 0.2% |
| d | 269 | 0.2% |
| y | 269 | 0.2% |
| U | 9 | < 0.1% |
| p | 9 | < 0.1% |
| Other values (3) | 24 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 84863 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 83493 | |
| t | 269 | 0.3% |
| e | 269 | 0.3% |
| a | 269 | 0.3% |
| d | 269 | 0.3% |
| y | 269 | 0.3% |
| p | 9 | < 0.1% |
| w | 8 | < 0.1% |
| n | 8 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 83485 | |
| S | 269 | 0.3% |
| U | 9 | < 0.1% |
| D | 8 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 168634 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 83493 | |
| N | 83485 | |
| S | 269 | 0.2% |
| t | 269 | 0.2% |
| e | 269 | 0.2% |
| a | 269 | 0.2% |
| d | 269 | 0.2% |
| y | 269 | 0.2% |
| U | 9 | < 0.1% |
| p | 9 | < 0.1% |
| Other values (3) | 24 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 168634 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 83493 | |
| N | 83485 | |
| S | 269 | 0.2% |
| t | 269 | 0.2% |
| e | 269 | 0.2% |
| a | 269 | 0.2% |
| d | 269 | 0.2% |
| y | 269 | 0.2% |
| U | 9 | < 0.1% |
| p | 9 | < 0.1% |
| Other values (3) | 24 | < 0.1% |
Combination Therapies
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| No | |
|---|---|
| Steady | 688 |
| Up | 7 |
| Down | 6 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0329947 |
| Min length | 2 |
Characters and Unicode
| Total characters | 170306 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 83070 | |
| Steady | 688 | 0.8% |
| Up | 7 | < 0.1% |
| Down | 6 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 83070 | |
| steady | 688 | 0.8% |
| up | 7 | < 0.1% |
| down | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 83076 | |
| N | 83070 | |
| S | 688 | 0.4% |
| t | 688 | 0.4% |
| e | 688 | 0.4% |
| a | 688 | 0.4% |
| d | 688 | 0.4% |
| y | 688 | 0.4% |
| U | 7 | < 0.1% |
| p | 7 | < 0.1% |
| Other values (3) | 18 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 86535 | |
| Uppercase Letter | 83771 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 83076 | |
| t | 688 | 0.8% |
| e | 688 | 0.8% |
| a | 688 | 0.8% |
| d | 688 | 0.8% |
| y | 688 | 0.8% |
| p | 7 | < 0.1% |
| w | 6 | < 0.1% |
| n | 6 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 83070 | |
| S | 688 | 0.8% |
| U | 7 | < 0.1% |
| D | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 170306 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 83076 | |
| N | 83070 | |
| S | 688 | 0.4% |
| t | 688 | 0.4% |
| e | 688 | 0.4% |
| a | 688 | 0.4% |
| d | 688 | 0.4% |
| y | 688 | 0.4% |
| U | 7 | < 0.1% |
| p | 7 | < 0.1% |
| Other values (3) | 18 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 170306 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 83076 | |
| N | 83070 | |
| S | 688 | 0.4% |
| t | 688 | 0.4% |
| e | 688 | 0.4% |
| a | 688 | 0.4% |
| d | 688 | 0.4% |
| y | 688 | 0.4% |
| U | 7 | < 0.1% |
| p | 7 | < 0.1% |
| Other values (3) | 18 | < 0.1% |
Discharge_Location
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Home | |
|---|---|
| Institution | |
| Home_With_Support |
Length
| Max length | 17 |
|---|---|
| Median length | 4 |
| Mean length | 7.247329 |
| Min length | 4 |
Characters and Unicode
| Total characters | 607116 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Home |
|---|---|
| 2nd row | Home |
| 3rd row | Home |
| 4th row | Home |
| 5th row | Home |
Common Values
| Value | Count | Frequency (%) |
| Home | 54547 | |
| Institution | 17980 | 21.5% |
| Home_With_Support | 11244 | 13.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| home | 54547 | |
| institution | 17980 | 21.5% |
| home_with_support | 11244 | 13.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 95015 | |
| t | 76428 | |
| H | 65791 | |
| m | 65791 | |
| e | 65791 | |
| i | 47204 | |
| n | 35960 | 5.9% |
| u | 29224 | 4.8% |
| _ | 22488 | 3.7% |
| p | 22488 | 3.7% |
| Other values (6) | 80936 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 478369 | |
| Uppercase Letter | 106259 | 17.5% |
| Connector Punctuation | 22488 | 3.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 95015 | |
| t | 76428 | |
| m | 65791 | |
| e | 65791 | |
| i | 47204 | |
| n | 35960 | 7.5% |
| u | 29224 | 6.1% |
| p | 22488 | 4.7% |
| s | 17980 | 3.8% |
| h | 11244 | 2.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 65791 | |
| I | 17980 | 16.9% |
| W | 11244 | 10.6% |
| S | 11244 | 10.6% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 22488 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 584628 | |
| Common | 22488 | 3.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 95015 | |
| t | 76428 | |
| H | 65791 | |
| m | 65791 | |
| e | 65791 | |
| i | 47204 | |
| n | 35960 | 6.2% |
| u | 29224 | 5.0% |
| p | 22488 | 3.8% |
| I | 17980 | 3.1% |
| Other values (5) | 62956 |
Common
| Value | Count | Frequency (%) |
| _ | 22488 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 607116 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 95015 | |
| t | 76428 | |
| H | 65791 | |
| m | 65791 | |
| e | 65791 | |
| i | 47204 | |
| n | 35960 | 5.9% |
| u | 29224 | 4.8% |
| _ | 22488 | 3.7% |
| p | 22488 | 3.7% |
| Other values (6) | 80936 |
Admission_Source
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Emerg_Dept | |
|---|---|
| Referral | |
| Transfer |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.2305691 |
| Min length | 8 |
Characters and Unicode
| Total characters | 773254 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Emerg_Dept |
|---|---|
| 2nd row | Emerg_Dept |
| 3rd row | Emerg_Dept |
| 4th row | Emerg_Dept |
| 5th row | Referral |
Common Values
| Value | Count | Frequency (%) |
| Emerg_Dept | 51543 | |
| Referral | 26746 | |
| Transfer | 5482 | 6.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| emerg_dept | 51543 | |
| referral | 26746 | |
| transfer | 5482 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 162060 | |
| r | 115999 | |
| E | 51543 | 6.7% |
| m | 51543 | 6.7% |
| g | 51543 | 6.7% |
| _ | 51543 | 6.7% |
| D | 51543 | 6.7% |
| p | 51543 | 6.7% |
| t | 51543 | 6.7% |
| f | 32228 | 4.2% |
| Other values (6) | 102166 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 586397 | |
| Uppercase Letter | 135314 | 17.5% |
| Connector Punctuation | 51543 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 162060 | |
| r | 115999 | |
| m | 51543 | 8.8% |
| g | 51543 | 8.8% |
| p | 51543 | 8.8% |
| t | 51543 | 8.8% |
| f | 32228 | 5.5% |
| a | 32228 | 5.5% |
| l | 26746 | 4.6% |
| n | 5482 | 0.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 51543 | |
| D | 51543 | |
| R | 26746 | |
| T | 5482 | 4.1% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 51543 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 721711 | |
| Common | 51543 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 162060 | |
| r | 115999 | |
| E | 51543 | 7.1% |
| m | 51543 | 7.1% |
| g | 51543 | 7.1% |
| D | 51543 | 7.1% |
| p | 51543 | 7.1% |
| t | 51543 | 7.1% |
| f | 32228 | 4.5% |
| a | 32228 | 4.5% |
| Other values (5) | 69938 |
Common
| Value | Count | Frequency (%) |
| _ | 51543 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 773254 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 162060 | |
| r | 115999 | |
| E | 51543 | 6.7% |
| m | 51543 | 6.7% |
| g | 51543 | 6.7% |
| _ | 51543 | 6.7% |
| D | 51543 | 6.7% |
| p | 51543 | 6.7% |
| t | 51543 | 6.7% |
| f | 32228 | 4.2% |
| Other values (6) | 102166 |
| time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | number_diagnoses | race | gender | age | admission_type_id | max_glu_serum | A1Cresult | metformin | insulin | change | diabetesMed | readmitted | Meglitinides | Thiazolidinediones | Sulfonylureas | Alpha-Gluc_Inhibitors | Combination Therapies | Discharge_Location | Admission_Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| time_in_hospital | 1.000 | 0.355 | 0.180 | 0.466 | 0.001 | 0.006 | 0.091 | 0.252 | 0.016 | 0.040 | 0.043 | 0.030 | 0.117 | 0.029 | 0.028 | 0.081 | 0.119 | 0.072 | 0.053 | 0.025 | 0.029 | 0.056 | 0.008 | 0.004 | 0.224 | 0.057 |
| num_lab_procedures | 0.355 | 1.000 | -0.006 | 0.267 | 0.021 | 0.034 | 0.044 | 0.174 | 0.042 | 0.026 | 0.025 | 0.163 | 0.077 | 0.026 | 0.036 | 0.084 | 0.088 | 0.054 | 0.029 | 0.016 | 0.023 | 0.038 | 0.000 | 0.002 | 0.076 | 0.181 |
| num_procedures | 0.180 | -0.006 | 1.000 | 0.338 | -0.018 | -0.042 | -0.065 | 0.062 | 0.029 | 0.069 | 0.065 | 0.164 | 0.000 | 0.020 | 0.026 | 0.022 | 0.025 | 0.032 | 0.018 | 0.000 | 0.011 | 0.015 | 0.000 | 0.000 | 0.066 | 0.185 |
| num_medications | 0.466 | 0.267 | 0.338 | 1.000 | 0.078 | 0.049 | 0.107 | 0.300 | 0.035 | 0.052 | 0.062 | 0.093 | 0.141 | 0.032 | 0.044 | 0.143 | 0.245 | 0.193 | 0.048 | 0.023 | 0.053 | 0.060 | 0.013 | 0.005 | 0.146 | 0.083 |
| number_outpatient | 0.001 | 0.021 | -0.018 | 0.078 | 1.000 | 0.180 | 0.169 | 0.118 | 0.013 | 0.005 | 0.002 | 0.007 | 0.048 | 0.014 | 0.005 | 0.015 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.013 |
| number_emergency | 0.006 | 0.034 | -0.042 | 0.049 | 0.180 | 1.000 | 0.227 | 0.089 | 0.006 | 0.012 | 0.028 | 0.010 | 0.000 | 0.012 | 0.000 | 0.019 | 0.017 | 0.006 | 0.030 | 0.006 | 0.000 | 0.000 | 0.000 | 0.020 | 0.015 | 0.017 |
| number_inpatient | 0.091 | 0.044 | -0.065 | 0.107 | 0.169 | 0.227 | 1.000 | 0.140 | 0.006 | 0.013 | 0.044 | 0.020 | 0.000 | 0.026 | 0.030 | 0.046 | 0.020 | 0.020 | 0.143 | 0.000 | 0.015 | 0.025 | 0.012 | 0.000 | 0.045 | 0.042 |
| number_diagnoses | 0.252 | 0.174 | 0.062 | 0.300 | 0.118 | 0.089 | 0.140 | 1.000 | 0.056 | 0.002 | 0.136 | 0.079 | 0.111 | 0.117 | 0.049 | 0.075 | 0.048 | 0.025 | 0.053 | 0.029 | 0.016 | 0.026 | 0.000 | 0.015 | 0.151 | 0.192 |
| race | 0.016 | 0.042 | 0.029 | 0.035 | 0.013 | 0.006 | 0.006 | 0.056 | 1.000 | 0.075 | 0.097 | 0.058 | 0.000 | 0.056 | 0.013 | 0.043 | 0.023 | 0.017 | 0.008 | 0.014 | 0.015 | 0.028 | 0.007 | 0.010 | 0.053 | 0.043 |
| gender | 0.040 | 0.026 | 0.069 | 0.052 | 0.005 | 0.012 | 0.013 | 0.002 | 0.075 | 1.000 | 0.113 | 0.018 | 0.000 | 0.031 | 0.000 | 0.005 | 0.015 | 0.016 | 0.000 | 0.005 | 0.013 | 0.042 | 0.015 | 0.000 | 0.078 | 0.021 |
| age | 0.043 | 0.025 | 0.065 | 0.062 | 0.002 | 0.028 | 0.044 | 0.136 | 0.097 | 0.113 | 1.000 | 0.052 | 0.105 | 0.186 | 0.066 | 0.067 | 0.056 | 0.040 | 0.038 | 0.033 | 0.042 | 0.075 | 0.008 | 0.010 | 0.242 | 0.074 |
| admission_type_id | 0.030 | 0.163 | 0.164 | 0.093 | 0.007 | 0.010 | 0.020 | 0.079 | 0.058 | 0.018 | 0.052 | 1.000 | 0.115 | 0.037 | 0.031 | 0.036 | 0.031 | 0.014 | 0.017 | 0.030 | 0.026 | 0.018 | 0.005 | 0.019 | 0.042 | 0.554 |
| max_glu_serum | 0.117 | 0.077 | 0.000 | 0.141 | 0.048 | 0.000 | 0.000 | 0.111 | 0.000 | 0.000 | 0.105 | 0.115 | 1.000 | 0.361 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 | 0.000 | 0.000 | 0.112 | 0.000 | 0.000 | 0.057 | 0.076 |
| A1Cresult | 0.029 | 0.026 | 0.020 | 0.032 | 0.014 | 0.012 | 0.026 | 0.117 | 0.056 | 0.031 | 0.186 | 0.037 | 0.361 | 1.000 | 0.053 | 0.153 | 0.188 | 0.188 | 0.000 | 0.031 | 0.014 | 0.065 | 0.005 | 0.000 | 0.073 | 0.011 |
| metformin | 0.028 | 0.036 | 0.026 | 0.044 | 0.005 | 0.000 | 0.030 | 0.049 | 0.013 | 0.000 | 0.066 | 0.031 | 0.000 | 0.053 | 1.000 | 0.030 | 0.329 | 0.268 | 0.025 | 0.011 | 0.068 | 0.107 | 0.011 | 0.014 | 0.032 | 0.034 |
| insulin | 0.081 | 0.084 | 0.022 | 0.143 | 0.015 | 0.019 | 0.046 | 0.075 | 0.043 | 0.005 | 0.067 | 0.036 | 0.000 | 0.153 | 0.030 | 1.000 | 0.640 | 0.586 | 0.046 | 0.016 | 0.016 | 0.058 | 0.013 | 0.005 | 0.045 | 0.071 |
| change | 0.119 | 0.088 | 0.025 | 0.245 | 0.002 | 0.017 | 0.020 | 0.048 | 0.023 | 0.015 | 0.056 | 0.031 | 0.000 | 0.188 | 0.329 | 0.640 | 1.000 | 0.503 | 0.022 | 0.100 | 0.293 | 0.344 | 0.048 | 0.045 | 0.041 | 0.043 |
| diabetesMed | 0.072 | 0.054 | 0.032 | 0.193 | 0.000 | 0.006 | 0.020 | 0.025 | 0.017 | 0.016 | 0.040 | 0.014 | 0.062 | 0.188 | 0.268 | 0.586 | 0.503 | 1.000 | 0.026 | 0.085 | 0.212 | 0.332 | 0.031 | 0.049 | 0.013 | 0.008 |
| readmitted | 0.053 | 0.029 | 0.018 | 0.048 | 0.000 | 0.030 | 0.143 | 0.053 | 0.008 | 0.000 | 0.038 | 0.017 | 0.000 | 0.000 | 0.025 | 0.046 | 0.022 | 0.026 | 1.000 | 0.007 | 0.008 | 0.007 | 0.007 | 0.000 | 0.095 | 0.020 |
| Meglitinides | 0.025 | 0.016 | 0.000 | 0.023 | 0.000 | 0.006 | 0.000 | 0.029 | 0.014 | 0.005 | 0.033 | 0.030 | 0.000 | 0.031 | 0.011 | 0.016 | 0.100 | 0.085 | 0.007 | 1.000 | 0.024 | 0.024 | 0.013 | 0.004 | 0.022 | 0.017 |
| Thiazolidinediones | 0.029 | 0.023 | 0.011 | 0.053 | 0.000 | 0.000 | 0.015 | 0.016 | 0.015 | 0.013 | 0.042 | 0.026 | 0.000 | 0.014 | 0.068 | 0.016 | 0.293 | 0.212 | 0.008 | 0.024 | 1.000 | 0.065 | 0.008 | 0.016 | 0.010 | 0.030 |
| Sulfonylureas | 0.056 | 0.038 | 0.015 | 0.060 | 0.000 | 0.000 | 0.025 | 0.026 | 0.028 | 0.042 | 0.075 | 0.018 | 0.112 | 0.065 | 0.107 | 0.058 | 0.344 | 0.332 | 0.007 | 0.024 | 0.065 | 1.000 | 0.026 | 0.022 | 0.028 | 0.020 |
| Alpha-Gluc_Inhibitors | 0.008 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.012 | 0.000 | 0.007 | 0.015 | 0.008 | 0.005 | 0.000 | 0.005 | 0.011 | 0.013 | 0.048 | 0.031 | 0.007 | 0.013 | 0.008 | 0.026 | 1.000 | 0.004 | 0.006 | 0.005 |
| Combination Therapies | 0.004 | 0.002 | 0.000 | 0.005 | 0.000 | 0.020 | 0.000 | 0.015 | 0.010 | 0.000 | 0.010 | 0.019 | 0.000 | 0.000 | 0.014 | 0.005 | 0.045 | 0.049 | 0.000 | 0.004 | 0.016 | 0.022 | 0.004 | 1.000 | 0.004 | 0.021 |
| Discharge_Location | 0.224 | 0.076 | 0.066 | 0.146 | 0.029 | 0.015 | 0.045 | 0.151 | 0.053 | 0.078 | 0.242 | 0.042 | 0.057 | 0.073 | 0.032 | 0.045 | 0.041 | 0.013 | 0.095 | 0.022 | 0.010 | 0.028 | 0.006 | 0.004 | 1.000 | 0.061 |
| Admission_Source | 0.057 | 0.181 | 0.185 | 0.083 | 0.013 | 0.017 | 0.042 | 0.192 | 0.043 | 0.021 | 0.074 | 0.554 | 0.076 | 0.011 | 0.034 | 0.071 | 0.043 | 0.008 | 0.020 | 0.017 | 0.030 | 0.020 | 0.005 | 0.021 | 0.061 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| race | gender | age | admission_type_id | time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | insulin | change | diabetesMed | readmitted | Meglitinides | Thiazolidinediones | Sulfonylureas | Alpha-Gluc_Inhibitors | Combination Therapies | Discharge_Location | Admission_Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Caucasian | Female | [10-20) | 1 | 3 | 59 | 0 | 18 | 0 | 0 | 0 | 276 | 250.01 | 255 | 9 | NaN | NaN | No | Up | Ch | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| 2 | AfricanAmerican | Female | [20-30) | 1 | 2 | 11 | 5 | 13 | 2 | 0 | 1 | 648 | 250 | V27 | 6 | NaN | NaN | No | No | No | Yes | NO | No | No | Steady | No | No | Home | Emerg_Dept |
| 3 | Caucasian | Male | [30-40) | 1 | 2 | 44 | 1 | 16 | 0 | 0 | 0 | 8 | 250.43 | 403 | 7 | NaN | NaN | No | Up | Ch | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| 4 | Caucasian | Male | [40-50) | 1 | 1 | 51 | 0 | 8 | 0 | 0 | 0 | 197 | 157 | 250 | 5 | NaN | NaN | No | Steady | Ch | Yes | NO | No | No | Steady | No | No | Home | Emerg_Dept |
| 5 | Caucasian | Male | [50-60) | 2 | 3 | 31 | 6 | 16 | 0 | 0 | 0 | 414 | 411 | 250 | 9 | NaN | NaN | No | Steady | No | Yes | NO | No | No | No | No | No | Home | Referral |
| 6 | Caucasian | Male | [60-70) | 3 | 4 | 70 | 1 | 21 | 0 | 0 | 0 | 414 | 411 | V45 | 7 | NaN | NaN | Steady | Steady | Ch | Yes | NO | No | No | Steady | No | No | Home | Referral |
| 7 | Caucasian | Male | [70-80) | 1 | 5 | 73 | 0 | 12 | 0 | 0 | 0 | 428 | 492 | 250 | 8 | NaN | NaN | No | No | No | Yes | NO | No | No | Steady | No | No | Home | Emerg_Dept |
| 8 | Caucasian | Female | [80-90) | 2 | 13 | 68 | 2 | 28 | 0 | 0 | 0 | 398 | 427 | 38 | 8 | NaN | NaN | No | Steady | Ch | Yes | NO | No | No | Steady | No | No | Home | Transfer |
| 9 | Caucasian | Female | [90-100) | 3 | 12 | 33 | 3 | 18 | 0 | 0 | 0 | 434 | 198 | 486 | 8 | NaN | NaN | No | Steady | Ch | Yes | NO | No | Steady | No | No | No | Institution | Transfer |
| 10 | AfricanAmerican | Female | [40-50) | 1 | 9 | 47 | 2 | 17 | 0 | 0 | 0 | 250.7 | 403 | 996 | 9 | NaN | NaN | No | Steady | No | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| race | gender | age | admission_type_id | time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | insulin | change | diabetesMed | readmitted | Meglitinides | Thiazolidinediones | Sulfonylureas | Alpha-Gluc_Inhibitors | Combination Therapies | Discharge_Location | Admission_Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101756 | Other | Female | [60-70) | 1 | 2 | 46 | 6 | 17 | 1 | 1 | 1 | 996 | 585 | 403 | 9 | NaN | NaN | No | Steady | No | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| 101757 | Caucasian | Female | [70-80) | 1 | 5 | 21 | 1 | 16 | 0 | 0 | 1 | 491 | 518 | 511 | 9 | NaN | NaN | No | Steady | No | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| 101758 | Caucasian | Female | [80-90) | 1 | 5 | 76 | 1 | 22 | 0 | 1 | 0 | 292 | 8 | 304 | 9 | NaN | NaN | No | Up | Ch | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| 101759 | Caucasian | Male | [80-90) | 1 | 1 | 1 | 0 | 15 | 3 | 0 | 0 | 435 | 784 | 250 | 7 | NaN | NaN | No | Up | Ch | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| 101760 | AfricanAmerican | Female | [60-70) | 1 | 6 | 45 | 1 | 25 | 3 | 1 | 2 | 345 | 438 | 412 | 9 | NaN | NaN | No | Down | Ch | Yes | NO | No | Steady | No | No | No | Home | Emerg_Dept |
| 101761 | AfricanAmerican | Male | [70-80) | 1 | 3 | 51 | 0 | 16 | 0 | 0 | 0 | 250.13 | 291 | 458 | 9 | NaN | >8 | Steady | Down | Ch | Yes | NO | No | No | No | No | No | Institution | Emerg_Dept |
| 101762 | AfricanAmerican | Female | [80-90) | 1 | 5 | 33 | 3 | 18 | 0 | 0 | 1 | 560 | 276 | 787 | 9 | NaN | NaN | No | Steady | No | Yes | NO | No | No | No | No | No | Institution | Transfer |
| 101763 | Caucasian | Male | [70-80) | 1 | 1 | 53 | 0 | 9 | 1 | 0 | 0 | 38 | 590 | 296 | 13 | NaN | NaN | Steady | Down | Ch | Yes | NO | No | No | No | No | No | Home | Emerg_Dept |
| 101764 | Caucasian | Female | [80-90) | 2 | 10 | 45 | 2 | 21 | 0 | 0 | 1 | 996 | 285 | 998 | 9 | NaN | NaN | No | Up | Ch | Yes | NO | No | Steady | Steady | No | No | Institution | Emerg_Dept |
| 101765 | Caucasian | Male | [70-80) | 1 | 6 | 13 | 3 | 3 | 0 | 0 | 0 | 530 | 530 | 787 | 9 | NaN | NaN | No | No | No | No | NO | No | No | No | No | No | Home | Emerg_Dept |